Reuben AI

    Infrastructure, modelled for the duration

    Core, core-plus and opportunistic infra with long-duration cash flow modelling, ESG telemetry and regulatory tracking.

    Infrastructure investing operates on a different time horizon than any other private capital strategy. Hold periods stretch decades. Cash flows are contractual but exposed to inflation, regulation and counterparty risk. ESG telemetry is increasingly required by LPs and regulators. Reuben AI provides the infrastructure operating layer: contractual cash flow modelling, ESG data integration, regulatory monitoring and the long-duration reporting that infrastructure LPs demand.

    RReuben AIUserRevenue↑ 24%Burn↓ 8%ARR↑ 32%Headcount→ 0%

    Why this asset class needs a different operating model

    Cash flows are contractual but not certain. Availability payments, regulated returns and concession revenues each have their own risk profile. Inflation indexation, change-in-law clauses and counterparty creditworthiness all affect realised yield.

    ESG is now LP table stakes. Carbon intensity, biodiversity impact and social licence reporting are increasingly demanded by institutional LPs. Manual collection does not scale across a portfolio.

    Hold periods outlast deal teams. When the partner who underwrote the asset has moved on, the platform is the institutional memory. Decision provenance is non-negotiable.

    Refinancing is the second underwriting. Most infrastructure assets refinance multiple times during the hold. Each refinancing is a fresh underwriting against a new rate environment.

    How Reuben AI covers it

    Long-duration cash flow modelling

    Contractual revenue streams modelled with inflation indexation, regulatory adjustment, refinancing schedules and counterparty risk. Scenario analysis across rate, inflation and regulatory environments.

    ESG telemetry integration

    Carbon intensity, biodiversity, water usage and social impact data ingested directly from operating assets. Audit-ready ESG reports for LPs and regulators.

    Regulatory exposure tracking

    Concession terms, regulatory frameworks and policy change risk tracked across the portfolio. Early warning when regulatory shifts affect modelled returns.

    Multi-decade institutional memory

    Every underwriting assumption, every refinancing decision and every regulatory consent preserved with full provenance, so the asset is never reliant on individual memory.

    LP reporting at infrastructure cadence

    Long-duration return metrics, contracted vs uncontracted revenue, ESG performance and refinancing pipeline reported in formats that institutional infrastructure LPs expect.

    Sub-asset overlays inside Infrastructure

    Infrastructure carries 14 sub-asset overlays in the Reuben AI rubric registry: Toll roads, Airports, Seaports, Rail and rolling stock, Bus and transit, Water and wastewater utilities, Electricity transmission and distribution, Gas networks, District heating, Telecom towers, Fibre networks, Satellite ground infrastructure, Social infrastructure PPP and Waste to energy. Those overlays are part of the 314 sub-asset overlays the platform maintains across 56 of its 68 native asset classes.

    An overlay never reweights the parent rubric. It adds the extra scoring criteria, risk flags, document types and key term fields that only apply to that slice, so a toll roads deal and a waste to energy deal are both scored on the shared infrastructure rubric while each is still asked the questions specific to its structure. That is what keeps deals inside one asset class comparable to each other and to the rest of the portfolio.

    Selecting an overlay at intake changes what the platform expects: the document checklist, the extraction schema for key terms, and the flags raised when a term sits outside the range the rest of your infrastructure book has accepted. Nothing is retrofitted later by hand.

    • Toll roads
    • Airports
    • Seaports
    • Rail and rolling stock
    • Bus and transit
    • Water and wastewater utilities
    • Electricity transmission and distribution
    • Gas networks
    • District heating
    • Telecom towers
    • Fibre networks
    • Satellite ground infrastructure
    • Social infrastructure PPP
    • Waste to energy

    The diligence record a infrastructure deal produces

    Every infrastructure opportunity that moves through Reuben AI leaves a structured record rather than a folder of documents and a memo. The rubric score is stored with the criteria that produced it, each extracted key term is stored with the clause and page it came from, and every flag is stored with the reason it fired and who cleared it.

    The practical effect is that the investment committee paper, the LP report line and the audit trail are all reading the same underlying record. When an LP asks in year three why a infrastructure position was underwritten the way it was, the answer is retrieved, not reconstructed.

    • Rubric score with the criteria and weights that produced it
    • Key terms extracted with a clause-level source reference
    • Risk flags with the trigger, the owner and the resolution
    • Comparison against prior deals in the same asset class
    • Investment committee pack generated from the stored record
    • An immutable trail of who changed what and when

    What this means for fund operations

    Infrastructure sits as a core allocation for Infrastructure, Family Office and Institutional mandates, and is adjacent or opportunistic for 3 of the other fund types the platform serves.

    That matters operationally because most funds do not hold infrastructure alone. The moment a portfolio spans more than one asset class, comparability becomes the constraint: a position scored on a bespoke infrastructure spreadsheet cannot be ranked against a position scored somewhere else. Running infrastructure on the same rubric engine as the rest of the book removes that break.

    Reporting inherits the same property. Portfolio monitoring, valuation cadence, capital account movement and LP reporting all draw from the single stored record, so a infrastructure position appears in the quarterly pack on the same basis as every other holding, with the same evidence behind it.

    Relevance by fund type

    VC

    Niche

    PE

    Adjacent

    Private Credit

    Adjacent

    Growth Equity

    Niche

    Hedge Fund

    Opportunistic

    Infrastructure

    Core

    Family Office

    Core

    Emerging

    Niche

    CVC

    Niche

    Institutional

    Core

    Asset classes held alongside this one

    Full coverage across all 68 native asset classes is listed on the coverage page.

    Related solutions

    Common questions

    Does Reuben AI handle regulated assets?

    Yes. Concession terms, regulatory return frameworks and policy change risk are first-class concepts with structured tracking and scenario modelling.

    How is ESG data managed?

    ESG telemetry is ingested directly from operating assets where data feeds exist, with audit-ready reporting for institutional LPs and regulators including TCFD and SFDR.

    Can it model refinancings?

    Yes. Refinancing schedules, rate scenarios and capital structure changes are modelled across the hold period with full impact on returns.

    How many sub-asset overlays does Infrastructure have?

    14: Toll roads, Airports, Seaports, Rail and rolling stock, Bus and transit, Water and wastewater utilities, Electricity transmission and distribution, Gas networks, District heating, Telecom towers, Fibre networks, Satellite ground infrastructure, Social infrastructure PPP and Waste to energy. They sit within the 314 overlays the platform maintains across 56 of its 68 native asset classes.

    Which fund types treat infrastructure as core?

    Infrastructure, Family Office and Institutional. Relevance for every other fund type is shown in the relevance grid on this page, graded as core, adjacent, opportunistic or niche.

    Can infrastructure be compared against other asset classes in the same portfolio?

    Yes. Every asset class runs on the same rubric engine, so scores, flags and key terms are stored in a common structure. Positions across different asset classes are ranked and reported on the same basis.

    See Infrastructure in Reuben AI

    Book a demo to walk through deal flow, diligence and reporting tailored to this asset class.

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